Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 121 |
| Missing cells | 119 |
| Missing cells (%) | 3.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 28.5 KiB |
| Average record size in memory | 241.1 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 19 |
Unnamed: 0 is highly overall correlated with fev1 | High correlation |
aecopd_12m is highly overall correlated with fev1 | High correlation |
saturation is highly overall correlated with fev1 | High correlation |
rr is highly overall correlated with fev1 | High correlation |
sbp is highly overall correlated with dbp and 1 other fields | High correlation |
dbp is highly overall correlated with sbp and 1 other fields | High correlation |
hr is highly overall correlated with fev1 | High correlation |
temperature is highly overall correlated with fev1 | High correlation |
age is highly overall correlated with fev1 | High correlation |
bmi is highly overall correlated with fev1 | High correlation |
charlson is highly overall correlated with fev1 and 1 other fields | High correlation |
death is highly overall correlated with death_aecopd and 1 other fields | High correlation |
death_aecopd is highly overall correlated with death and 1 other fields | High correlation |
sex is highly overall correlated with fev1 | High correlation |
season is highly overall correlated with fev1 | High correlation |
oedema is highly overall correlated with fev1 | High correlation |
retractions is highly overall correlated with fev1 | High correlation |
confusion is highly overall correlated with fev1 | High correlation |
dyspnoea_yesno is highly overall correlated with dyspnoea_mMRC and 1 other fields | High correlation |
dyspnoea_mMRC is highly overall correlated with dyspnoea_yesno and 1 other fields | High correlation |
fev1 is highly overall correlated with Unnamed: 0 and 28 other fields | High correlation |
rural is highly overall correlated with fev1 | High correlation |
home_care is highly overall correlated with fev1 | High correlation |
ami is highly overall correlated with fev1 | High correlation |
heart_failure is highly overall correlated with fev1 | High correlation |
cbd is highly overall correlated with fev1 | High correlation |
pad is highly overall correlated with fev1 | High correlation |
dementia is highly overall correlated with fev1 | High correlation |
diabetes is highly overall correlated with fev1 | High correlation |
cancer is highly overall correlated with charlson and 1 other fields | High correlation |
confusion is highly imbalanced (79.0%) | Imbalance |
dyspnoea_yesno is highly imbalanced (71.5%) | Imbalance |
home_care is highly imbalanced (61.8%) | Imbalance |
ami is highly imbalanced (58.9%) | Imbalance |
cbd is highly imbalanced (68.1%) | Imbalance |
pad is highly imbalanced (61.8%) | Imbalance |
dementia is highly imbalanced (71.5%) | Imbalance |
fev1 has 118 (97.5%) missing values | Missing |
fev1 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
aecopd_12m has 25 (20.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-05 17:33:21.642820 |
|---|---|
| Analysis finished | 2023-04-05 17:33:34.761620 |
| Duration | 13.12 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 121 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 880.30579 |
| Minimum | 1 |
|---|---|
| Maximum | 1695 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 64 |
| Q1 | 434 |
| median | 886 |
| Q3 | 1328 |
| 95-th percentile | 1633 |
| Maximum | 1695 |
| Range | 1694 |
| Interquartile range (IQR) | 894 |
Descriptive statistics
| Standard deviation | 511.45993 |
|---|---|
| Coefficient of variation (CV) | 0.58100258 |
| Kurtosis | -1.2965578 |
| Mean | 880.30579 |
| Median Absolute Deviation (MAD) | 452 |
| Skewness | -0.021287433 |
| Sum | 106517 |
| Variance | 261591.26 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.8% |
| 926 | 1 | 0.8% |
| 1393 | 1 | 0.8% |
| 1390 | 1 | 0.8% |
| 1379 | 1 | 0.8% |
| 1350 | 1 | 0.8% |
| 1328 | 1 | 0.8% |
| 1274 | 1 | 0.8% |
| 1264 | 1 | 0.8% |
| 1261 | 1 | 0.8% |
| Other values (111) | 111 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 26 | 1 | |
| 37 | 1 | |
| 38 | 1 | |
| 49 | 1 | |
| 56 | 1 | |
| 64 | 1 | |
| 99 | 1 | |
| 149 | 1 | |
| 159 | 1 |
| Value | Count | Frequency (%) |
| 1695 | 1 | |
| 1694 | 1 | |
| 1691 | 1 | |
| 1690 | 1 | |
| 1663 | 1 | |
| 1655 | 1 | |
| 1633 | 1 | |
| 1623 | 1 | |
| 1616 | 1 | |
| 1612 | 1 |
death
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 121 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 104 | |
| 1 | 17 | 14.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 104 | |
| 1 | 17 | 14.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 104 | |
| 1 | 17 | 14.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 104 | |
| 1 | 17 | 14.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 121 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 104 | |
| 1 | 17 | 14.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 121 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 104 | |
| 1 | 17 | 14.0% |
death_aecopd
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 1 |
| Missing (%) | 0.8% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 360 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 105 | |
| 1.0 | 15 | 12.4% |
| (Missing) | 1 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 105 | |
| 1.0 | 15 | 12.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 225 | |
| . | 120 | |
| 1 | 15 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 240 | |
| Other Punctuation | 120 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 225 | |
| 1 | 15 | 6.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 120 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 360 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 225 | |
| . | 120 | |
| 1 | 15 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 360 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 225 | |
| . | 120 | |
| 1 | 15 | 4.2% |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 121 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 104 | |
| 0 | 17 | 14.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 104 | |
| 0 | 17 | 14.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 104 | |
| 0 | 17 | 14.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 104 | |
| 0 | 17 | 14.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 121 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 104 | |
| 0 | 17 | 14.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 121 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 104 | |
| 0 | 17 | 14.0% |
season
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 121 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 0 |
| 4th row | 3 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 3 | 34 | |
| 1 | 28 | |
| 2 | 18 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 3 | 34 | |
| 1 | 28 | |
| 2 | 18 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 3 | 34 | |
| 1 | 28 | |
| 2 | 18 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 3 | 34 | |
| 1 | 28 | |
| 2 | 18 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 121 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 3 | 34 | |
| 1 | 28 | |
| 2 | 18 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 121 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 3 | 34 | |
| 1 | 28 | |
| 2 | 18 |
aecopd_12m
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7190083 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 25 |
| Zeros (%) | 20.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.4561544 |
|---|---|
| Coefficient of variation (CV) | 0.84708983 |
| Kurtosis | 1.0526948 |
| Mean | 1.7190083 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0460704 |
| Sum | 208 |
| Variance | 2.1203857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 35 | |
| 2 | 34 | |
| 0 | 25 | |
| 3 | 14 | 11.6% |
| 4 | 6 | 5.0% |
| 6 | 4 | 3.3% |
| 5 | 3 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 1 | 35 | |
| 2 | 34 | |
| 3 | 14 | 11.6% |
| 4 | 6 | 5.0% |
| 5 | 3 | 2.5% |
| 6 | 4 | 3.3% |
| Value | Count | Frequency (%) |
| 6 | 4 | 3.3% |
| 5 | 3 | 2.5% |
| 4 | 6 | 5.0% |
| 3 | 14 | 11.6% |
| 2 | 34 | |
| 1 | 35 | |
| 0 | 25 |
saturation
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 22.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.719008 |
| Minimum | 60 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 88 |
| median | 92 |
| Q3 | 93 |
| 95-th percentile | 97 |
| Maximum | 99 |
| Range | 39 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 6.686084 |
|---|---|
| Coefficient of variation (CV) | 0.074522491 |
| Kurtosis | 5.3048206 |
| Mean | 89.719008 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -2.038006 |
| Sum | 10856 |
| Variance | 44.703719 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 92 | 23 | |
| 93 | 17 | |
| 91 | 10 | 8.3% |
| 94 | 7 | 5.8% |
| 95 | 7 | 5.8% |
| 89 | 6 | 5.0% |
| 88 | 6 | 5.0% |
| 90 | 6 | 5.0% |
| 98 | 5 | 4.1% |
| 86 | 5 | 4.1% |
| Other values (17) | 29 |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.8% |
| 62 | 1 | 0.8% |
| 70 | 1 | 0.8% |
| 72 | 1 | 0.8% |
| 75 | 3 | |
| 76 | 1 | 0.8% |
| 78 | 1 | 0.8% |
| 80 | 3 | |
| 81 | 1 | 0.8% |
| 82 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 99 | 1 | 0.8% |
| 98 | 5 | 4.1% |
| 97 | 2 | 1.7% |
| 96 | 4 | 3.3% |
| 95 | 7 | 5.8% |
| 94 | 7 | 5.8% |
| 93 | 17 | |
| 92 | 23 | |
| 91 | 10 | |
| 90 | 6 | 5.0% |
rr
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.115702 |
| Minimum | 12 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 22 |
| median | 22 |
| Q3 | 22 |
| 95-th percentile | 30 |
| Maximum | 40 |
| Range | 28 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.713792 |
|---|---|
| Coefficient of variation (CV) | 0.21314231 |
| Kurtosis | 4.3958096 |
| Mean | 22.115702 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1926443 |
| Sum | 2676 |
| Variance | 22.219835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 80 | |
| 15 | 6 | 5.0% |
| 24 | 6 | 5.0% |
| 20 | 4 | 3.3% |
| 12 | 4 | 3.3% |
| 28 | 4 | 3.3% |
| 36 | 3 | 2.5% |
| 18 | 3 | 2.5% |
| 40 | 2 | 1.7% |
| 16 | 2 | 1.7% |
| Other values (6) | 7 | 5.8% |
| Value | Count | Frequency (%) |
| 12 | 4 | 3.3% |
| 13 | 1 | 0.8% |
| 14 | 1 | 0.8% |
| 15 | 6 | 5.0% |
| 16 | 2 | 1.7% |
| 18 | 3 | 2.5% |
| 20 | 4 | 3.3% |
| 21 | 1 | 0.8% |
| 22 | 80 | |
| 24 | 6 | 5.0% |
| Value | Count | Frequency (%) |
| 40 | 2 | 1.7% |
| 36 | 3 | 2.5% |
| 34 | 1 | 0.8% |
| 30 | 2 | 1.7% |
| 28 | 4 | 3.3% |
| 26 | 1 | 0.8% |
| 24 | 6 | 5.0% |
| 22 | 80 | |
| 21 | 1 | 0.8% |
| 20 | 4 | 3.3% |
sbp
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 47.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 134.81818 |
| Minimum | 77 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 77 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 123 |
| median | 135 |
| Q3 | 145 |
| 95-th percentile | 170 |
| Maximum | 190 |
| Range | 113 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 20.770973 |
|---|---|
| Coefficient of variation (CV) | 0.15406656 |
| Kurtosis | 0.4545202 |
| Mean | 134.81818 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.057737456 |
| Sum | 16313 |
| Variance | 431.43333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 135 | 12 | 9.9% |
| 140 | 8 | 6.6% |
| 120 | 5 | 4.1% |
| 132 | 5 | 4.1% |
| 142 | 5 | 4.1% |
| 130 | 5 | 4.1% |
| 150 | 4 | 3.3% |
| 115 | 4 | 3.3% |
| 128 | 4 | 3.3% |
| 110 | 3 | 2.5% |
| Other values (47) | 66 |
| Value | Count | Frequency (%) |
| 77 | 1 | 0.8% |
| 90 | 1 | 0.8% |
| 92 | 1 | 0.8% |
| 93 | 1 | 0.8% |
| 96 | 2 | |
| 100 | 3 | |
| 104 | 1 | 0.8% |
| 107 | 1 | 0.8% |
| 109 | 1 | 0.8% |
| 110 | 3 |
| Value | Count | Frequency (%) |
| 190 | 1 | |
| 186 | 1 | |
| 183 | 1 | |
| 181 | 1 | |
| 180 | 1 | |
| 172 | 1 | |
| 170 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 163 | 2 |
dbp
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.123967 |
| Minimum | 30 |
|---|---|
| Maximum | 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 61 |
| median | 70 |
| Q3 | 80 |
| 95-th percentile | 95 |
| Maximum | 103 |
| Range | 73 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.763218 |
|---|---|
| Coefficient of variation (CV) | 0.19351027 |
| Kurtosis | -0.054626537 |
| Mean | 71.123967 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.0073421124 |
| Sum | 8606 |
| Variance | 189.42617 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 15 | 12.4% |
| 60 | 12 | 9.9% |
| 80 | 7 | 5.8% |
| 75 | 6 | 5.0% |
| 76 | 4 | 3.3% |
| 71 | 4 | 3.3% |
| 78 | 4 | 3.3% |
| 64 | 4 | 3.3% |
| 67 | 4 | 3.3% |
| 54 | 3 | 2.5% |
| Other values (36) | 58 |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.8% |
| 44 | 1 | 0.8% |
| 46 | 2 | |
| 47 | 1 | 0.8% |
| 48 | 3 | |
| 51 | 1 | 0.8% |
| 52 | 2 | |
| 54 | 3 | |
| 55 | 1 | 0.8% |
| 56 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 103 | 1 | 0.8% |
| 102 | 1 | 0.8% |
| 100 | 1 | 0.8% |
| 96 | 1 | 0.8% |
| 95 | 3 | |
| 94 | 1 | 0.8% |
| 93 | 2 | |
| 90 | 3 | |
| 89 | 1 | 0.8% |
| 88 | 2 |
hr
Real number (ℝ)
| Distinct | 58 |
|---|---|
| Distinct (%) | 47.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.305785 |
| Minimum | 50 |
|---|---|
| Maximum | 155 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 73 |
| median | 83 |
| Q3 | 99 |
| 95-th percentile | 115 |
| Maximum | 155 |
| Range | 105 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.050741 |
|---|---|
| Coefficient of variation (CV) | 0.22073538 |
| Kurtosis | 0.88584777 |
| Mean | 86.305785 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.72353323 |
| Sum | 10443 |
| Variance | 362.93072 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 6 | 5.0% |
| 76 | 5 | 4.1% |
| 82 | 5 | 4.1% |
| 83 | 5 | 4.1% |
| 75 | 4 | 3.3% |
| 102 | 4 | 3.3% |
| 72 | 4 | 3.3% |
| 86 | 4 | 3.3% |
| 109 | 4 | 3.3% |
| 78 | 4 | 3.3% |
| Other values (48) | 76 |
| Value | Count | Frequency (%) |
| 50 | 2 | |
| 51 | 1 | |
| 52 | 1 | |
| 56 | 1 | |
| 58 | 1 | |
| 60 | 1 | |
| 61 | 1 | |
| 63 | 2 | |
| 64 | 2 | |
| 66 | 1 |
| Value | Count | Frequency (%) |
| 155 | 1 | |
| 138 | 1 | |
| 132 | 1 | |
| 131 | 1 | |
| 128 | 1 | |
| 120 | 1 | |
| 115 | 2 | |
| 114 | 2 | |
| 112 | 1 | |
| 110 | 2 |
temperature
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 28.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 312.98347 |
| Minimum | 35 |
|---|---|
| Maximum | 388 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 356 |
| median | 362 |
| Q3 | 366 |
| 95-th percentile | 379 |
| Maximum | 388 |
| Range | 353 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 120.25279 |
|---|---|
| Coefficient of variation (CV) | 0.3842145 |
| Kurtosis | 1.6404438 |
| Mean | 312.98347 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -1.8928035 |
| Sum | 37871 |
| Variance | 14460.733 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 362 | 35 | |
| 36 | 13 | 10.7% |
| 365 | 8 | 6.6% |
| 368 | 5 | 4.1% |
| 355 | 5 | 4.1% |
| 366 | 4 | 3.3% |
| 35 | 3 | 2.5% |
| 359 | 3 | 2.5% |
| 373 | 3 | 2.5% |
| 357 | 3 | 2.5% |
| Other values (25) | 39 |
| Value | Count | Frequency (%) |
| 35 | 3 | 2.5% |
| 36 | 13 | |
| 37 | 2 | 1.7% |
| 38 | 1 | 0.8% |
| 341 | 1 | 0.8% |
| 347 | 1 | 0.8% |
| 351 | 1 | 0.8% |
| 353 | 2 | 1.7% |
| 354 | 1 | 0.8% |
| 355 | 5 | 4.1% |
| Value | Count | Frequency (%) |
| 388 | 2 | |
| 386 | 1 | |
| 385 | 1 | |
| 383 | 1 | |
| 381 | 1 | |
| 379 | 1 | |
| 377 | 2 | |
| 376 | 2 | |
| 375 | 2 | |
| 374 | 1 |
oedema
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 89 | |
| 1.0 | 32 | 26.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 89 | |
| 1.0 | 32 | 26.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 210 | |
| . | 121 | |
| 1 | 32 | 8.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 210 | |
| 1 | 32 | 13.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 210 | |
| . | 121 | |
| 1 | 32 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 210 | |
| . | 121 | |
| 1 | 32 | 8.8% |
retractions
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 103 | |
| 1.0 | 18 | 14.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 103 | |
| 1.0 | 18 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 224 | |
| . | 121 | |
| 1 | 18 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 224 | |
| 1 | 18 | 7.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 224 | |
| . | 121 | |
| 1 | 18 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 224 | |
| . | 121 | |
| 1 | 18 | 5.0% |
confusion
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 4 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 117 | |
| 1.0 | 4 | 3.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 117 | |
| 1.0 | 4 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 238 | |
| . | 121 | |
| 1 | 4 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 238 | |
| 1 | 4 | 1.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 238 | |
| . | 121 | |
| 1 | 4 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 238 | |
| . | 121 | |
| 1 | 4 | 1.1% |
dyspnoea_yesno
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 1.0 | |
|---|---|
| 0.0 | 6 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 115 | |
| 0.0 | 6 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 115 | |
| 0.0 | 6 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 127 | |
| . | 121 | |
| 1 | 115 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 127 | |
| 1 | 115 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 127 | |
| . | 121 | |
| 1 | 115 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 127 | |
| . | 121 | |
| 1 | 115 |
dyspnoea_mMRC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 4.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 1.0 | 6 |
| 0.0 | 6 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 81 | |
| 2.0 | 15 | 12.4% |
| 3.0 | 13 | 10.7% |
| 1.0 | 6 | 5.0% |
| 0.0 | 6 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 81 | |
| 2.0 | 15 | 12.4% |
| 3.0 | 13 | 10.7% |
| 1.0 | 6 | 5.0% |
| 0.0 | 6 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 127 | |
| . | 121 | |
| 4 | 81 | |
| 2 | 15 | 4.1% |
| 3 | 13 | 3.6% |
| 1 | 6 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 127 | |
| 4 | 81 | |
| 2 | 15 | 6.2% |
| 3 | 13 | 5.4% |
| 1 | 6 | 2.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 127 | |
| . | 121 | |
| 4 | 81 | |
| 2 | 15 | 4.1% |
| 3 | 13 | 3.6% |
| 1 | 6 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 127 | |
| . | 121 | |
| 4 | 81 | |
| 2 | 15 | 4.1% |
| 3 | 13 | 3.6% |
| 1 | 6 | 1.7% |
age
Real number (ℝ)
| Distinct | 36 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.859504 |
| Minimum | 52 |
|---|---|
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 52 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 71 |
| median | 80 |
| Q3 | 85 |
| 95-th percentile | 89 |
| Maximum | 93 |
| Range | 41 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.7371866 |
|---|---|
| Coefficient of variation (CV) | 0.11221734 |
| Kurtosis | -0.2836894 |
| Mean | 77.859504 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.67125147 |
| Sum | 9421 |
| Variance | 76.33843 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 12 | 9.9% |
| 87 | 9 | 7.4% |
| 83 | 8 | 6.6% |
| 79 | 7 | 5.8% |
| 85 | 7 | 5.8% |
| 81 | 6 | 5.0% |
| 88 | 5 | 4.1% |
| 68 | 5 | 4.1% |
| 84 | 4 | 3.3% |
| 86 | 4 | 3.3% |
| Other values (26) | 54 |
| Value | Count | Frequency (%) |
| 52 | 1 | 0.8% |
| 58 | 1 | 0.8% |
| 59 | 1 | 0.8% |
| 60 | 2 | |
| 61 | 1 | 0.8% |
| 62 | 2 | |
| 63 | 3 | |
| 64 | 1 | 0.8% |
| 65 | 1 | 0.8% |
| 66 | 2 |
| Value | Count | Frequency (%) |
| 93 | 1 | 0.8% |
| 92 | 1 | 0.8% |
| 90 | 3 | 2.5% |
| 89 | 2 | 1.7% |
| 88 | 5 | |
| 87 | 9 | |
| 86 | 4 | |
| 85 | 7 | |
| 84 | 4 | |
| 83 | 8 |
fev1
Categorical
HIGH CORRELATION  MISSING  UNIFORM 
| Distinct | 3 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 118 |
| Missing (%) | 97.5% |
| Memory size | 1.1 KiB |
| 568.0 | |
|---|---|
| 69.0 | |
| 52.0 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.3333333 |
| Min length | 4 |
Characters and Unicode
| Total characters | 13 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 568.0 |
|---|---|
| 2nd row | 69.0 |
| 3rd row | 52.0 |
Common Values
| Value | Count | Frequency (%) |
| 568.0 | 1 | 0.8% |
| 69.0 | 1 | 0.8% |
| 52.0 | 1 | 0.8% |
| (Missing) | 118 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 568.0 | 1 | |
| 69.0 | 1 | |
| 52.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3 | |
| 0 | 3 | |
| 5 | 2 | |
| 6 | 2 | |
| 8 | 1 | 7.7% |
| 9 | 1 | 7.7% |
| 2 | 1 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10 | |
| Other Punctuation | 3 | 23.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 5 | 2 | |
| 6 | 2 | |
| 8 | 1 | 10.0% |
| 9 | 1 | 10.0% |
| 2 | 1 | 10.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3 | |
| 0 | 3 | |
| 5 | 2 | |
| 6 | 2 | |
| 8 | 1 | 7.7% |
| 9 | 1 | 7.7% |
| 2 | 1 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3 | |
| 0 | 3 | |
| 5 | 2 | |
| 6 | 2 | |
| 8 | 1 | 7.7% |
| 9 | 1 | 7.7% |
| 2 | 1 | 7.7% |
bmi
Real number (ℝ)
| Distinct | 73 |
|---|---|
| Distinct (%) | 60.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2734.2066 |
| Minimum | 162 |
|---|---|
| Maximum | 4043 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 162 |
|---|---|
| 5-th percentile | 1931 |
| Q1 | 2557 |
| median | 2747 |
| Q3 | 2973 |
| 95-th percentile | 3769 |
| Maximum | 4043 |
| Range | 3881 |
| Interquartile range (IQR) | 416 |
Descriptive statistics
| Standard deviation | 623.4246 |
|---|---|
| Coefficient of variation (CV) | 0.22800932 |
| Kurtosis | 6.4284072 |
| Mean | 2734.2066 |
| Median Absolute Deviation (MAD) | 205 |
| Skewness | -1.6584913 |
| Sum | 330839 |
| Variance | 388658.23 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2747 | 39 | |
| 2726 | 2 | 1.7% |
| 3225 | 2 | 1.7% |
| 3881 | 2 | 1.7% |
| 2976 | 2 | 1.7% |
| 2371 | 2 | 1.7% |
| 1896 | 2 | 1.7% |
| 3052 | 2 | 1.7% |
| 2956 | 2 | 1.7% |
| 2231 | 2 | 1.7% |
| Other values (63) | 64 |
| Value | Count | Frequency (%) |
| 162 | 1 | |
| 264 | 1 | |
| 277 | 1 | |
| 426 | 1 | |
| 1896 | 2 | |
| 1931 | 2 | |
| 2081 | 1 | |
| 2218 | 1 | |
| 2231 | 2 | |
| 2239 | 1 |
| Value | Count | Frequency (%) |
| 4043 | 1 | |
| 3881 | 2 | |
| 3816 | 1 | |
| 3791 | 1 | |
| 3781 | 1 | |
| 3769 | 1 | |
| 3668 | 1 | |
| 3639 | 1 | |
| 3618 | 1 | |
| 3583 | 1 |
rural
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 64 | |
| 1.0 | 57 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 64 | |
| 1.0 | 57 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 185 | |
| . | 121 | |
| 1 | 57 | 15.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 185 | |
| 1 | 57 | 23.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 185 | |
| . | 121 | |
| 1 | 57 | 15.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 185 | |
| . | 121 | |
| 1 | 57 | 15.7% |
home_care
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 9 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 112 | |
| 1.0 | 9 | 7.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 112 | |
| 1.0 | 9 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 233 | |
| . | 121 | |
| 1 | 9 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 233 | |
| 1 | 9 | 3.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 233 | |
| . | 121 | |
| 1 | 9 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 233 | |
| . | 121 | |
| 1 | 9 | 2.5% |
charlson
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4545455 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 8 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1447611 |
|---|---|
| Coefficient of variation (CV) | 0.87379154 |
| Kurtosis | 4.2049917 |
| Mean | 2.4545455 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.0860834 |
| Sum | 297 |
| Variance | 4.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 52 | |
| 2 | 34 | |
| 3 | 14 | 11.6% |
| 4 | 8 | 6.6% |
| 8 | 8 | 6.6% |
| 7 | 3 | 2.5% |
| 12 | 1 | 0.8% |
| 6 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 1 | 52 | |
| 2 | 34 | |
| 3 | 14 | 11.6% |
| 4 | 8 | 6.6% |
| 6 | 1 | 0.8% |
| 7 | 3 | 2.5% |
| 8 | 8 | 6.6% |
| 12 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.8% |
| 8 | 8 | 6.6% |
| 7 | 3 | 2.5% |
| 6 | 1 | 0.8% |
| 4 | 8 | 6.6% |
| 3 | 14 | 11.6% |
| 2 | 34 | |
| 1 | 52 |
ami
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 111 | |
| 1.0 | 10 | 8.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 111 | |
| 1.0 | 10 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 232 | |
| . | 121 | |
| 1 | 10 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 232 | |
| 1 | 10 | 4.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 232 | |
| . | 121 | |
| 1 | 10 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 232 | |
| . | 121 | |
| 1 | 10 | 2.8% |
heart_failure
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 106 | |
| 1.0 | 15 | 12.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 106 | |
| 1.0 | 15 | 12.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 227 | |
| . | 121 | |
| 1 | 15 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 227 | |
| 1 | 15 | 6.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 227 | |
| . | 121 | |
| 1 | 15 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 227 | |
| . | 121 | |
| 1 | 15 | 4.1% |
cbd
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 114 | |
| 1.0 | 7 | 5.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 114 | |
| 1.0 | 7 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 235 | |
| . | 121 | |
| 1 | 7 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 235 | |
| 1 | 7 | 2.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 235 | |
| . | 121 | |
| 1 | 7 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 235 | |
| . | 121 | |
| 1 | 7 | 1.9% |
pad
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 9 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 112 | |
| 1.0 | 9 | 7.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 112 | |
| 1.0 | 9 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 233 | |
| . | 121 | |
| 1 | 9 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 233 | |
| 1 | 9 | 3.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 233 | |
| . | 121 | |
| 1 | 9 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 233 | |
| . | 121 | |
| 1 | 9 | 2.5% |
dementia
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 6 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 115 | |
| 1.0 | 6 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 115 | |
| 1.0 | 6 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 236 | |
| . | 121 | |
| 1 | 6 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 236 | |
| 1 | 6 | 2.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 236 | |
| . | 121 | |
| 1 | 6 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 236 | |
| . | 121 | |
| 1 | 6 | 1.7% |
diabetes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 92 | |
| 1.0 | 29 | 24.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 92 | |
| 1.0 | 29 | 24.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 213 | |
| . | 121 | |
| 1 | 29 | 8.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 213 | |
| 1 | 29 | 12.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 213 | |
| . | 121 | |
| 1 | 29 | 8.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 213 | |
| . | 121 | |
| 1 | 29 | 8.0% |
cancer
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 363 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 107 | |
| 1.0 | 14 | 11.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 107 | |
| 1.0 | 14 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 228 | |
| . | 121 | |
| 1 | 14 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 242 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 1 | 14 | 5.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 363 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 228 | |
| . | 121 | |
| 1 | 14 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 363 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 228 | |
| . | 121 | |
| 1 | 14 | 3.9% |
| Unnamed: 0 | aecopd_12m | saturation | rr | sbp | dbp | hr | temperature | age | bmi | charlson | death | death_aecopd | sex | season | oedema | retractions | confusion | dyspnoea_yesno | dyspnoea_mMRC | fev1 | rural | home_care | ami | heart_failure | cbd | pad | dementia | diabetes | cancer | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unnamed: 0 | 1.000 | 0.034 | 0.010 | 0.091 | 0.123 | 0.176 | 0.163 | -0.004 | -0.081 | -0.108 | -0.056 | 0.258 | 0.323 | 0.302 | 0.000 | 0.000 | 0.193 | 0.194 | 0.176 | 0.000 | 1.000 | 0.056 | 0.000 | 0.000 | 0.313 | 0.078 | 0.134 | 0.350 | 0.000 | 0.000 |
| aecopd_12m | 0.034 | 1.000 | -0.043 | -0.015 | -0.055 | -0.108 | 0.006 | -0.172 | 0.177 | -0.134 | -0.041 | 0.362 | 0.293 | 0.045 | 0.083 | 0.000 | 0.098 | 0.000 | 0.000 | 0.000 | 1.000 | 0.112 | 0.060 | 0.000 | 0.127 | 0.000 | 0.099 | 0.000 | 0.000 | 0.000 |
| saturation | 0.010 | -0.043 | 1.000 | -0.280 | -0.072 | 0.019 | -0.343 | -0.077 | 0.059 | -0.064 | -0.008 | 0.362 | 0.391 | 0.000 | 0.000 | 0.150 | 0.262 | 0.493 | 0.000 | 0.109 | 1.000 | 0.000 | 0.244 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.074 |
| rr | 0.091 | -0.015 | -0.280 | 1.000 | 0.022 | -0.069 | 0.109 | 0.070 | 0.159 | 0.040 | -0.128 | 0.000 | 0.000 | 0.000 | 0.067 | 0.117 | 0.462 | 0.107 | 0.182 | 0.268 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.280 | 0.000 | 0.088 | 0.221 | 0.000 |
| sbp | 0.123 | -0.055 | -0.072 | 0.022 | 1.000 | 0.585 | 0.180 | -0.118 | -0.171 | 0.004 | -0.084 | 0.158 | 0.185 | 0.183 | 0.000 | 0.168 | 0.174 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.066 | 0.186 | 0.253 | 0.000 | 0.000 | 0.000 | 0.280 |
| dbp | 0.176 | -0.108 | 0.019 | -0.069 | 0.585 | 1.000 | 0.188 | -0.057 | -0.328 | 0.091 | -0.219 | 0.229 | 0.217 | 0.000 | 0.000 | 0.200 | 0.315 | 0.000 | 0.000 | 0.000 | 1.000 | 0.148 | 0.000 | 0.000 | 0.127 | 0.165 | 0.000 | 0.164 | 0.159 | 0.000 |
| hr | 0.163 | 0.006 | -0.343 | 0.109 | 0.180 | 0.188 | 1.000 | 0.197 | -0.180 | 0.078 | 0.011 | 0.100 | 0.175 | 0.000 | 0.122 | 0.160 | 0.375 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.073 | 0.000 | 0.000 | 0.000 | 0.378 | 0.182 | 0.258 |
| temperature | -0.004 | -0.172 | -0.077 | 0.070 | -0.118 | -0.057 | 0.197 | 1.000 | -0.172 | 0.002 | -0.048 | 0.000 | 0.000 | 0.000 | 0.129 | 0.000 | 0.000 | 0.119 | 0.000 | 0.000 | 1.000 | 0.095 | 0.035 | 0.000 | 0.000 | 0.000 | 0.035 | 0.294 | 0.000 | 0.000 |
| age | -0.081 | 0.177 | 0.059 | 0.159 | -0.171 | -0.328 | -0.180 | -0.172 | 1.000 | -0.215 | 0.086 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.147 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.192 | 0.183 | 0.192 | 0.119 | 0.237 | 0.066 | 0.000 |
| bmi | -0.108 | -0.134 | -0.064 | 0.040 | 0.004 | 0.091 | 0.078 | 0.002 | -0.215 | 1.000 | 0.094 | 0.000 | 0.000 | 0.103 | 0.000 | 0.119 | 0.000 | 0.139 | 0.000 | 0.047 | 1.000 | 0.000 | 0.061 | 0.082 | 0.191 | 0.271 | 0.000 | 0.055 | 0.159 | 0.072 |
| charlson | -0.056 | -0.041 | -0.008 | -0.128 | -0.084 | -0.219 | 0.011 | -0.048 | 0.086 | 0.094 | 1.000 | 0.000 | 0.000 | 0.000 | 0.222 | 0.068 | 0.000 | 0.000 | 0.338 | 0.233 | 1.000 | 0.168 | 0.000 | 0.349 | 0.000 | 0.475 | 0.320 | 0.210 | 0.316 | 0.914 |
| death | 0.258 | 0.362 | 0.362 | 0.000 | 0.158 | 0.229 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.926 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.158 | 1.000 | 0.076 | 0.000 | 0.025 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| death_aecopd | 0.323 | 0.293 | 0.391 | 0.000 | 0.185 | 0.217 | 0.175 | 0.000 | 0.000 | 0.000 | 0.000 | 0.926 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.127 | 1.000 | 0.000 | 0.000 | 0.068 | 0.084 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| sex | 0.302 | 0.045 | 0.000 | 0.000 | 0.183 | 0.000 | 0.000 | 0.000 | 0.000 | 0.103 | 0.000 | 0.000 | 0.000 | 1.000 | 0.122 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 1.000 | 0.000 | 0.065 | 0.157 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| season | 0.000 | 0.083 | 0.000 | 0.067 | 0.000 | 0.000 | 0.122 | 0.129 | 0.039 | 0.000 | 0.222 | 0.000 | 0.000 | 0.122 | 1.000 | 0.102 | 0.000 | 0.000 | 0.140 | 0.115 | 1.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.093 | 0.000 |
| oedema | 0.000 | 0.000 | 0.150 | 0.117 | 0.168 | 0.200 | 0.160 | 0.000 | 0.000 | 0.119 | 0.068 | 0.000 | 0.000 | 0.000 | 0.102 | 1.000 | 0.000 | 0.121 | 0.022 | 0.117 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 |
| retractions | 0.193 | 0.098 | 0.262 | 0.462 | 0.174 | 0.315 | 0.375 | 0.000 | 0.147 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.077 | 0.000 |
| confusion | 0.194 | 0.000 | 0.493 | 0.107 | 0.000 | 0.000 | 0.000 | 0.119 | 0.000 | 0.139 | 0.000 | 0.085 | 0.000 | 0.000 | 0.000 | 0.121 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| dyspnoea_yesno | 0.176 | 0.000 | 0.000 | 0.182 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.338 | 0.000 | 0.000 | 0.000 | 0.140 | 0.022 | 0.000 | 0.000 | 1.000 | 0.987 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.165 | 0.000 | 0.000 | 0.000 | 0.195 |
| dyspnoea_mMRC | 0.000 | 0.000 | 0.109 | 0.268 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.233 | 0.158 | 0.127 | 0.089 | 0.115 | 0.117 | 0.000 | 0.000 | 0.987 | 1.000 | 1.000 | 0.203 | 0.000 | 0.088 | 0.000 | 0.249 | 0.000 | 0.000 | 0.113 | 0.245 |
| fev1 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| rural | 0.056 | 0.112 | 0.000 | 0.000 | 0.000 | 0.148 | 0.000 | 0.095 | 0.000 | 0.000 | 0.168 | 0.076 | 0.000 | 0.000 | 0.080 | 0.000 | 0.012 | 0.000 | 0.000 | 0.203 | 1.000 | 1.000 | 0.000 | 0.000 | 0.204 | 0.127 | 0.000 | 0.090 | 0.222 | 0.120 |
| home_care | 0.000 | 0.060 | 0.244 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.201 | 0.000 | 0.000 | 0.000 |
| ami | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.073 | 0.000 | 0.192 | 0.082 | 0.349 | 0.025 | 0.068 | 0.157 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.088 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| heart_failure | 0.313 | 0.127 | 0.000 | 0.000 | 0.186 | 0.127 | 0.000 | 0.000 | 0.183 | 0.191 | 0.000 | 0.042 | 0.084 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.204 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.000 |
| cbd | 0.078 | 0.000 | 0.000 | 0.280 | 0.253 | 0.165 | 0.000 | 0.000 | 0.192 | 0.271 | 0.475 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.165 | 0.249 | 1.000 | 0.127 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.285 |
| pad | 0.134 | 0.099 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.119 | 0.000 | 0.320 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.201 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| dementia | 0.350 | 0.000 | 0.000 | 0.088 | 0.000 | 0.164 | 0.378 | 0.294 | 0.237 | 0.055 | 0.210 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
| diabetes | 0.000 | 0.000 | 0.015 | 0.221 | 0.000 | 0.159 | 0.182 | 0.000 | 0.066 | 0.159 | 0.316 | 0.000 | 0.000 | 0.000 | 0.093 | 0.000 | 0.077 | 0.000 | 0.000 | 0.113 | 1.000 | 0.222 | 0.000 | 0.000 | 0.083 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| cancer | 0.000 | 0.000 | 0.074 | 0.000 | 0.280 | 0.000 | 0.258 | 0.000 | 0.000 | 0.072 | 0.914 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.195 | 0.245 | 1.000 | 0.120 | 0.000 | 0.000 | 0.000 | 0.285 | 0.000 | 0.000 | 0.000 | 1.000 |
| Unnamed: 0 | death | death_aecopd | sex | season | aecopd_12m | saturation | rr | sbp | dbp | hr | temperature | oedema | retractions | confusion | dyspnoea_yesno | dyspnoea_mMRC | age | fev1 | bmi | rural | home_care | charlson | ami | heart_failure | cbd | pad | dementia | diabetes | cancer | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 0.0 | 1 | 3 | 1 | 92.0 | 26.0 | 124.0 | 62.0 | 69.0 | 35.0 | 1.0 | 0.0 | 0.0 | 1.0 | 2.0 | 85.0 | NaN | 2917.0 | 0.0 | 0.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 1 | 26 | 0 | 0.0 | 1 | 3 | 0 | 87.0 | 20.0 | 147.0 | 82.0 | 102.0 | 36.0 | 1.0 | 0.0 | 0.0 | 1.0 | 4.0 | 83.0 | NaN | 3241.0 | 0.0 | 0.0 | 3.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | 37 | 0 | 0.0 | 1 | 0 | 3 | 94.0 | 22.0 | 115.0 | 75.0 | 58.0 | 362.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 81.0 | NaN | 2747.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | 38 | 0 | 0.0 | 1 | 3 | 2 | 92.0 | 15.0 | 130.0 | 75.0 | 82.0 | 362.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 81.0 | NaN | 2747.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | 49 | 0 | 0.0 | 1 | 0 | 0 | 92.0 | 22.0 | 143.0 | 60.0 | 68.0 | 362.0 | 0.0 | 0.0 | 0.0 | 1.0 | 2.0 | 74.0 | NaN | 2635.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 |
| 5 | 64 | 0 | 0.0 | 1 | 0 | 0 | 70.0 | 22.0 | 123.0 | 46.0 | 51.0 | 362.0 | 1.0 | 0.0 | 1.0 | 1.0 | 2.0 | 79.0 | NaN | 426.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 6 | 99 | 0 | 0.0 | 1 | 3 | 0 | 89.0 | 40.0 | 165.0 | 95.0 | 114.0 | 381.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 80.0 | NaN | 2747.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 7 | 149 | 0 | 0.0 | 1 | 1 | 1 | 87.0 | 22.0 | 145.0 | 71.0 | 90.0 | 365.0 | 1.0 | 0.0 | 0.0 | 1.0 | 4.0 | 66.0 | NaN | 3668.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 8 | 159 | 0 | 0.0 | 1 | 3 | 1 | 93.0 | 22.0 | 120.0 | 51.0 | 61.0 | 373.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 90.0 | NaN | 2747.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 9 | 220 | 0 | 0.0 | 1 | 0 | 0 | 83.0 | 22.0 | 158.0 | 88.0 | 76.0 | 366.0 | 0.0 | 1.0 | 0.0 | 1.0 | 4.0 | 68.0 | NaN | 3105.0 | 1.0 | 0.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| Unnamed: 0 | death | death_aecopd | sex | season | aecopd_12m | saturation | rr | sbp | dbp | hr | temperature | oedema | retractions | confusion | dyspnoea_yesno | dyspnoea_mMRC | age | fev1 | bmi | rural | home_care | charlson | ami | heart_failure | cbd | pad | dementia | diabetes | cancer | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 111 | 719 | 1 | NaN | 1 | 1 | 4 | 95.0 | 22.0 | 135.0 | 70.0 | 68.0 | 365.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 90.0 | NaN | 2747.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 112 | 1187 | 1 | 1.0 | 1 | 2 | 4 | 92.0 | 22.0 | 135.0 | 70.0 | 83.0 | 362.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 76.0 | NaN | 2747.0 | 1.0 | 1.0 | 2.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 113 | 1308 | 1 | 1.0 | 1 | 1 | 0 | 92.0 | 22.0 | 135.0 | 70.0 | 83.0 | 362.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 81.0 | NaN | 2747.0 | 1.0 | 0.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 114 | 1324 | 1 | 1.0 | 1 | 3 | 2 | 92.0 | 22.0 | 140.0 | 60.0 | 110.0 | 362.0 | 1.0 | 0.0 | 0.0 | 1.0 | 4.0 | 79.0 | NaN | 2338.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 115 | 1380 | 1 | 1.0 | 1 | 1 | 1 | 75.0 | 22.0 | 77.0 | 44.0 | 115.0 | 362.0 | 0.0 | 1.0 | 0.0 | 1.0 | 4.0 | 77.0 | NaN | 2747.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 116 | 1601 | 1 | 1.0 | 1 | 1 | 2 | 76.0 | 22.0 | 130.0 | 60.0 | 72.0 | 362.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 86.0 | NaN | 2218.0 | 0.0 | 0.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 |
| 117 | 1609 | 1 | 1.0 | 1 | 3 | 1 | 75.0 | 22.0 | 115.0 | 69.0 | 86.0 | 356.0 | 0.0 | 0.0 | 1.0 | 1.0 | 4.0 | 87.0 | NaN | 2747.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 118 | 1633 | 1 | 1.0 | 1 | 3 | 2 | 95.0 | 22.0 | 135.0 | 70.0 | 78.0 | 362.0 | 0.0 | 0.0 | 0.0 | 1.0 | 4.0 | 80.0 | NaN | 2747.0 | 1.0 | 0.0 | 8.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 119 | 1655 | 1 | 1.0 | 1 | 3 | 3 | 91.0 | 22.0 | 135.0 | 70.0 | 88.0 | 362.0 | 0.0 | 0.0 | 0.0 | 1.0 | 3.0 | 81.0 | NaN | 2747.0 | 0.0 | 1.0 | 3.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 |
| 120 | 1694 | 1 | 1.0 | 1 | 0 | 2 | 92.0 | 24.0 | 110.0 | 67.0 | 56.0 | 375.0 | 1.0 | 0.0 | 0.0 | 1.0 | 4.0 | 84.0 | NaN | 2747.0 | 1.0 | 0.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |